{"doi":"10.47749/t/unicamp.2020.1129392","title":"Deep learning for hippocampus segmentation","abstract":"Segmentation of the hippocampus in magnetic resonance imaging (MRI) is of fundamental importance for the diagnosis, treatment and investigation of neuropsychiatric disorders. Automatic segmentation is an active research eld, with many traditional atlas-based works and, recently, deep learning based methods. This thesis examines the state-of-theart in automated hippocampal segmentation with Deep Learning and proposes a method for automatic segmentation that contains recent advances in this eld of research. A public study on Alzheimers disease called HarP with manual hippocampal annotations is used for validation during the development of the methodology. Additionally, a hypothesis is raised that current state-of-the-art methods are not ready to deal with cases of hippocampus resection due to the treatment of epilepsy.","journal":null,"year":2020,"id":134472,"datarank":0.0,"base_score":0.0,"endowment":0.0,"self_citation_contribution":0.0,"citation_network_contribution":0.0,"self_endowment_contribution":0.0,"citer_contribution":0.0,"corpus_percentile":null,"corpus_rank":null,"citation_count":0,"citer_count":0,"citers_with_citation_signal":0,"citers_with_endowment":0,"datacite_reuse_total":0,"is_dataset":false,"is_dataset_confidence":0.9546,"is_data_producer":false,"deposit_databanks":null,"is_oa":true,"file_count":0,"downloads":0,"has_version_chain":false,"published_date":"2020-01-01","fair_score":null,"fair_percentile":null,"algorithm_id":"datarank_citation_only_1hop_v6","ranking_scope":"data_only","authors":[{"id":590126,"name":"Diedre Carmo","orcid":"0000-0002-5922-9120","position":0,"is_corresponding":true}],"reference_count":51,"raw_metadata":null,"created_at":"2026-07-18T23:16:24.540681Z","pmid":null,"pmcid":null,"fwci":null,"citation_percentile":null,"influential_citations":0,"oa_status":null,"license":null,"views":0,"total_file_size_bytes":0,"version_count":0,"fair_f":null,"fair_a":null,"fair_i":null,"fair_r":null,"fair_zscore":null,"fair_rationale":null,"fair_model":null,"fair_agent_version":null,"fair_fulltext_source":null,"fair_has_llm":null,"fair_computed_at":null,"clinical_trials":[],"software_tools":[],"db_accessions":[],"linked_datasets":[],"topics":[]}